data science - Publications - Faculty & Research

18 May 2022
News

10 Teams Tackle Climate Change

08 Nov 2010
Research & Ideas

How to Fix a Broken Marketplace

tackled the market for new medical residents, economists, and lawyers. (Forbes magazine named him one of the world's "seven most powerful new economists.") "Market design is the engineering part of game theory," Roth explains. "It's the... View Details

Keywords: by Carmen Nobel; Health

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Program Requirements - Doctoral

School and the Faculty of Arts and Sciences as advisors for each student upon entrance into the Business Economics program. The advisors, in conjunction with the PhD Program Offices, will assist the student in deciding which courses to... View Details

25 Mar 2009
Working Paper Summaries

Demographics, Career Concerns or Social Comparison: Who Games SSRN Download Counts?

Keywords: by Benjamin G. Edelman & Ian I. Larkin; Education

Article

Beyond Statistics: The Economic Content of Risk Scores

By: Liran Einav, Amy Finkelstein, Raymond Kluender and Paul Schrimpf

"Big data" and statistical techniques to score potential transactions have transformed insurance and credit markets. In this paper, we observe that these widely-used statistical scores summarize a much richer heterogeneity, and may be endogenous to the context in which... View Details

Keywords: Analytics and Data Science; Risk and Uncertainty; Insurance Industry

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February 2023
Article

National Models of Climate Governance Among Major Emitters

By: Johnathan Guy, Esther Shears and Jonas Meckling

National climate institutions structure the process of climate mitigation policymaking and shape climate policy ambition and performance. Countries have, for example, been building science bodies, passing climate laws and creating new agencies. Here we provide the... View Details

Keywords: Environmental Regulation; Policy; Analytics and Data Science; Climate Change

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March–April 2023
Article

Market Segmentation Trees

By: Ali Aouad, Adam Elmachtoub, Kris J. Ferreira and Ryan McNellis

Problem definition: We seek to provide an interpretable framework for segmenting users in a population for personalized decision making. Methodology/results: We propose a general methodology, market segmentation trees (MSTs), for learning market... View Details

Keywords: Decision Trees; Computational Advertising; Market Segmentation; Analytics and Data Science; E-commerce; Consumer Behavior; Marketplace Matching; Marketing Channels; Digital Marketing

31 May 2017
Working Paper Summaries

Stock Price Synchronicity and Material Sustainability Information

Keywords: by Jody Grewal, Clarissa Hauptmann, and George Serafeim; Accounting; Financial Services

May 23, 2011
Article

Leading and Lagging Countries in Contributing to a Sustainable Society

By: Robert G. Eccles and George Serafeim

To determine the extent to which corporate and investor behavior is changing to contribute to a more sustainable society, researchers Robert Eccles and George Serafeim analyzed data involving over 2,000 companies in 23 countries. One result: a ranking of countries... View Details

Keywords: Change; Society; Corporate Disclosure; Natural Environment; Rank and Position; Social Issues; Financial Statements; Behavior

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12 Nov 2013
News

Cities, startups tap the wisdom of crowds for sustainability

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Hiring Organizations

Employment Data Hiring Organizations Employment Data Hiring Organizations The below organizations hired an MBA graduate from the Class of 2024 or a summer intern from the Class of 2025. A B C D E F G H I J K... View Details

03 Oct 2023
What Do You Think?

Do Leaders Learn More From Success or Failure?

associated with outstanding long-term performance. We asked hundreds of senior executives to name their competitor (not their own organization) with the strongest culture. We then compared those results with long-term (10-year) performance. The statistical analysis of... View Details

Keywords: by James Heskett

11 Sep 2006
Research & Ideas

Negotiating When the Rules Suddenly Change

analyze data as it comes in so that you can confirm or reorient your strategy, if necessary. That way, you can align your tactical decisions with your larger objectives. The more efficiently you manage this process, the more up to date... View Details

Keywords: by Michael Wheeler; Sports

19 Jul 2021
News

Getting the 264,000 Foot View Of the Space Industry

05 Dec 2006
First Look

First Look: December 5, 2006

Science Foundation. The developed platform offers an unprecedented view of the R&D-to-patenting innovation process and a close analysis of the strengths and limitations of the Industry R&D Survey. The files are linked through a... View Details

Keywords: Sean Silverthorne

15 Dec 2015
First Look

December 15, 2015

compensation incentives for CSR. We test our predictions using novel executive compensation contract data and find that firms with more shareholder friendly corporate governance are more likely to provide compensation to executives linked... View Details

Keywords: Carmen Nobel

03 Apr 2025
HBS Seminar

Ziad Obermeyer, UC Berkeley School of Public Health

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Technology & Operations Management - Faculty & Research

Technology & Operations Management Overview Faculty Curriculum Seminars & Conferences Awards & Honors Doctoral Students 2025 Working Paper Designing Consent: Choice Architecture and Consumer Welfare in Data Sharing By: Chiara Farronato ,... View Details

2025
Working Paper

Dynamic Personalization with Multiple Customer Signals: Multi-Response State Representation in Reinforcement Learning

By: Liangzong Ma, Ta-Wei Huang, Eva Ascarza and Ayelet Israeli

Reinforcement learning (RL) offers potential for optimizing sequences of customer interactions by modeling the relationships between customer states, company actions, and long-term value. However, its practical implementation often faces significant challenges.... View Details

Keywords: Dynamic Policy; Deep Reinforcement Learning; Representation Learning; Dynamic Difficulty Adjustment; Latent Variable Models; Customer Relationship Management; Customer Value and Value Chain; Foreign Direct Investment; Analytics and Data Science

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